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Method of Controlled Random Tests Generation

https://doi.org/10.35596/1729-7648-2025-23-6-87-95

Abstract

This paper analyzes methods for constructing controlled random tests based on scaling initial templates representing tests with a small number of patterns and low bit size. The advantages and disadvantages of scalingbased approaches, which can significantly reduce the computational costs required to construct controlled random tests with specified characteristics, are highlighted. A general approach for constructing controlled random tests based on a scaling matrix is formulated, allowing the use of low-dimensional tests. The effectiveness of twodimensional scaling of both binary vectors and templates is demonstrated, increasing not only the bit size of test patterns but also their number. Dependencies for determining the resulting test metrics based on the characteristics of the scaling matrix and template are obtained.

About the Authors

V. N. Yarmolik
Belarusian State University of Informatics and Radioelectronics
Belarus

Yarmolik Vyacheslav Nikolaevich, Dr. Sci. (Tech.), Professor, Professor at the Department of Information Technology Software

220013, Minsk, P. Brovki St., 6

Tel.: +375 29 769-96-77



I. Mrozek
Bialystok University of Technology
Poland

Doctor, Professor

Bialystok



P. Yu. Brancevich
Belarusian State University of Informatics and Radioelectronics
Belarus

Dr. Sci. (Tech.), Associate Professor, Professor at the Department of Software and Information Technology

220013, Minsk, P. Brovki St., 6

Tel.: +375 29 769-96-77



D. V. Demenkovets
Belarusian State University of Informatics and Radioelectronics
Belarus

Sci. (Tech.), Senior Lecture at the Department of Software and Information Technology

220013, Minsk, P. Brovki St., 6

Tel.: +375 29 769-96-77



V. A. Levantsevich
Belarusian State University of Informatics and Radioelectronics
Belarus

Sci. (Tech.), Senior Lecture at the Department of Software and Information Technology, BSUIR

220013, Minsk, P. Brovki St., 6

Tel.: +375 29 769-96-77



References

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6. Yarmolik V. N., Petrovskaya V. V., Demenkovets D. V., Levantsevich V. A. (2025) Controlled Random Tests with Fixed Minimal Hamming Distance. Informatics. 22 (1), 7−26 (in Russian).

7. Yarmolik V. N., Petrovskaya V. V., Shauchenka M. A. (2025) Constructing Controlled Random Tests with a Small Number of Test Patterns. Doklady BGUIR. 23 (2), 92–100. http://dx.doi.org/10.35596/1729-7648- 2025-23-2-92-100 (in Russian).

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10. Yarmolik V. N., Shauchenka M. A., Petrovskaya V. V. (2025) Scaling Controlled Random Tests Based on Hadamard Matrices. Informatics. 22 (2), 63–80 (in Russian).

11. Mrozek I., Kopczewski M., Yarmolik V. N. (2025) An Approach for Controlled Random Tests with a Given Hamming Distance Generation. Applied. Science. 15 (18). https://doi.org/10.3390/app15189951.


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For citations:


Yarmolik V.N., Mrozek I., Brancevich P.Yu., Demenkovets D.V., Levantsevich V.A. Method of Controlled Random Tests Generation. Doklady BGUIR. 2025;23(6):87-95. (In Russ.) https://doi.org/10.35596/1729-7648-2025-23-6-87-95

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ISSN 1729-7648 (Print)
ISSN 2708-0382 (Online)